Heat olive oil in a frying pan and add peppers, mushrooms, and cherry tomatoes. Sauté until vegetables are softening, then remove from heat.

Place dressing ingredients in a blender and blend until smooth.

Place the hearts of palm spaghetti in a large bowl. Add the sautéed vegetables and the dressing. Mix well and let sit for at least three hours or up to three days in the fridge.